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github.com/vllm-project/vllm

A high-throughput and memory-efficient inference and serving engine for LLMs
https://github.com/vllm-project/vllm

Refactor attention kernels

WoosukKwon opened this pull request over 1 year ago
New weight loader without np copy

zhuohan123 opened this pull request over 1 year ago
Add an option to launch cacheflow without ray

zhuohan123 opened this pull request over 1 year ago
Add support for GPT-NeoX (Pythia)

WoosukKwon opened this pull request over 1 year ago
Add plot scripts

Ying1123 opened this pull request over 1 year ago
Improve Weight Loading

zhuohan123 opened this issue over 1 year ago
Frontend Improvements

zhuohan123 opened this issue over 1 year ago
Turn shareGPT data into a standard benchmark

zhuohan123 opened this issue over 1 year ago
Fix the rushed out multi-query kernel

zhuohan123 opened this issue over 1 year ago
Add support for Stable-LM and OpenAssistant

WoosukKwon opened this issue over 1 year ago
Modify the current PyTorch model to C++

zhuohan123 opened this issue over 1 year ago
[DO NOT MERGE] Orca prefix sharing benchmark

suquark opened this pull request over 1 year ago
[DO NOT MERGE] Prefix sharing (bug fixed)

suquark opened this pull request over 1 year ago
[DO NOT MERGE] Prefix stash siyuan

suquark opened this pull request over 1 year ago
Support various block sizes

WoosukKwon opened this pull request over 1 year ago
Implement prefix sharing

WoosukKwon opened this pull request over 1 year ago
Add chatbot benchmark scripts

merrymercy opened this pull request over 1 year ago
Support block size 32

WoosukKwon opened this pull request over 1 year ago
Fix timeout error in the FastAPI frontend

zhuohan123 opened this pull request over 1 year ago
Add an option to use dummy weights

WoosukKwon opened this pull request over 1 year ago
Implement block copy kernel to optimize beam search

WoosukKwon opened this pull request over 1 year ago
[DO NOT MERGE] Hao integration

zhisbug opened this pull request over 1 year ago
Add a script for serving experiments & Collect system stats in scheduler

WoosukKwon opened this pull request over 1 year ago
Memcpy kernel for flash attention

suquark opened this pull request over 1 year ago
Fix potential bugs in FastAPI frontend and add comments

zhuohan123 opened this pull request over 1 year ago
Add query stride to multi_query_cached_kv_attention & Add kernel benchmark script

WoosukKwon opened this pull request over 1 year ago
Add CUDA graph-based all reduce launcher

WoosukKwon opened this pull request over 1 year ago
Batched benchmark script and more detailed benchmark metrics

zhuohan123 opened this pull request over 1 year ago
Basic attention kernel that supports cached KV + (multi-)prompts

suquark opened this pull request over 1 year ago
Add an option to disable Ray when using a single GPU

WoosukKwon opened this issue over 1 year ago
Tensor Parallel profiling result

zhuohan123 opened this issue over 1 year ago
Add ninja to dependency

WoosukKwon opened this pull request over 1 year ago
Optimize data movement

WoosukKwon opened this pull request over 1 year ago
Use FP32 for log probabilities

WoosukKwon opened this pull request over 1 year ago
Modify README to include info on loading LLaMA

zhuohan123 opened this pull request over 1 year ago
Optimize tensor parallel execution speed

zhuohan123 opened this pull request over 1 year ago
Add custom kernel for RMS normalization

WoosukKwon opened this pull request over 1 year ago
Merge QKV into one linear layer

zhuohan123 opened this pull request over 1 year ago
Implement custom kernel for LLaMA rotary embedding

WoosukKwon opened this pull request over 1 year ago
Refactor the test code for attention kernels

WoosukKwon opened this pull request over 1 year ago
Implement preemption via recomputation & Refactor scheduling logic

WoosukKwon opened this pull request over 1 year ago
Add cache watermark to avoid frequent cache eviction

WoosukKwon opened this pull request over 1 year ago
FastAPI-based working frontend

zhuohan123 opened this pull request over 1 year ago
Implement LLaMA

WoosukKwon opened this pull request over 1 year ago
Add miscellaneous updates

WoosukKwon opened this pull request almost 2 years ago
Support beam search & parallel generation

WoosukKwon opened this pull request almost 2 years ago
Automatically configure KV cache size

WoosukKwon opened this pull request almost 2 years ago
Fix a bug in 1D input shape

WoosukKwon opened this pull request almost 2 years ago
Use FlashAttention for `multi_query_kv_attention`

WoosukKwon opened this pull request almost 2 years ago
Implement `single_query_cached_kv_attention` kernel

WoosukKwon opened this pull request almost 2 years ago
Support tensor parallel

zhuohan123 opened this pull request almost 2 years ago
Fix a bug in tying OPT embeddings

WoosukKwon opened this pull request almost 2 years ago